{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T13:47:28Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T13:47:28Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T13:47:28Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T13:47:29Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 13.264,\n",
      "                \"width\": 500,\n",
      "                \"height\": 500,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            1,\n",
      "                            11,\n",
      "                            495,\n",
      "                            123,\n",
      "                            478,\n",
      "                            197,\n",
      "                            0,\n",
      "                            80\n",
      "                        ],\n",
      "                        \"text\": \"DINATURA\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    0,\n",
      "                                    11,\n",
      "                                    495,\n",
      "                                    123,\n",
      "                                    476,\n",
      "                                    197,\n",
      "                                    0,\n",
      "                                    85\n",
      "                                ],\n",
      "                                \"text\": \"DINATURA\",\n",
      "                                \"confidence\": 0.984\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            8,\n",
      "                            103,\n",
      "                            157,\n",
      "                            138,\n",
      "                            145,\n",
      "                            185,\n",
      "                            0,\n",
      "                            146\n",
      "                        ],\n",
      "                        \"text\": \"11982\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    8,\n",
      "                                    103,\n",
      "                                    156,\n",
      "                                    138,\n",
      "                                    143,\n",
      "                                    186,\n",
      "                                    0,\n",
      "                                    145\n",
      "                                ],\n",
      "                                \"text\": \"11982\",\n",
      "                                \"confidence\": 0.638\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            170,\n",
      "                            290,\n",
      "                            233,\n",
      "                            300,\n",
      "                            232,\n",
      "                            313,\n",
      "                            168,\n",
      "                            303\n",
      "                        ],\n",
      "                        \"text\": \"beautiful\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    170,\n",
      "                                    291,\n",
      "                                    233,\n",
      "                                    301,\n",
      "                                    231,\n",
      "                                    313,\n",
      "                                    168,\n",
      "                                    303\n",
      "                                ],\n",
      "                                \"text\": \"beautiful\",\n",
      "                                \"confidence\": 0.979\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            240,\n",
      "                            336,\n",
      "                            289,\n",
      "                            390,\n",
      "                            281,\n",
      "                            398,\n",
      "                            232,\n",
      "                            344\n",
      "                        ],\n",
      "                        \"text\": \"handsome\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    240,\n",
      "                                    337,\n",
      "                                    289,\n",
      "                                    391,\n",
      "                                    282,\n",
      "                                    398,\n",
      "                                    232,\n",
      "                                    345\n",
      "                                ],\n",
      "                                \"text\": \"handsome\",\n",
      "                                \"confidence\": 0.984\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "missing_env = False\n",
    "\n",
    "endpoint = \"https://wgj1119.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"6fdd2ccca89448e7ae1c29852f6553b2\"\n",
    "\n",
    "text_recognition_url = endpoint + \"/vision/v3.1/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"http://huangnanhui.gitee.io/api-job/image/wenzitupian.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
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